CN106454900A - Mobile communication network user perception analysis and optimization system based on smart terminal - Google Patents
Mobile communication network user perception analysis and optimization system based on smart terminal Download PDFInfo
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/02—Arrangements for optimising operational condition
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0201—Market modelling; Market analysis; Collecting market data
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
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- G06Q30/0201—Market modelling; Market analysis; Collecting market data
- G06Q30/0203—Market surveys; Market polls
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/04—Arrangements for maintaining operational condition
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/08—Testing, supervising or monitoring using real traffic
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Abstract
The invention discloses a mobile communication network user perception analysis and optimization system based on a smart terminal, and aims to solve the technical problem that an operator cannot visually reflect actual perception experience of a user in use of a network through smart terminal equipment in the field of network service quality monitoring and management. The mobile communication network user perception analysis and optimization system comprises a data acquisition system and a decision-making analysis system, wherein the data acquisition system is arranged on the smart terminal; the decision-making analysis system is arranged on a server side; and the data acquisition system and the decision-making analysis system are in a communication connection through a communication network. Through adoption of the mobile communication network user perception analysis and optimization system, data acquisition and testing of various mobile communication network services are planned to be implemented by a smart terminal equipment development technology in order to accurately reproduce whole-process user experience of a data service network, so that effective measures are provided for analysis of wireless network service quality, location of problems and rapid solving of the problems.
Description
Technical field
The present invention relates to radio network technique field is and in particular to a kind of mobile communications network user based on intelligent terminal
Perception analysis optimize system.
Background technology
It is data acquisition and the survey that all kinds of mobile communications network services realized by mobile phone, flat board etc. by intelligent terminal
Examination, is currently changed to the quality of service aspect being perceived based on user from traditional network optimization based on network element aspect.
Operator mainly adopts professional test instrument or based on notes in network service quality monitoring and management domain at present
The testing tool of this computer, but the data monitored of this kind of instrument biases toward the signal data of basic network, and cannot be directly perceived
Reflect that user passes through the actual perceived experience that intelligent terminal uses network.
Content of the invention
A kind of mobile communications network user's perception analysis based on intelligent terminal proposed by the present invention optimize system, it is possible to resolve
Operator can only adopt professional test instrument to collect basic network signal data in network service quality monitoring with management domain, no
Method intuitively reflects that user passes through the technical problem that intelligent terminal uses the actual perceived experience situation of network.
For achieving the above object, present invention employs technical scheme below：
A kind of mobile communications network user's perception analysis based on intelligent terminal optimize system, include data collecting system with
Decision analysis system, data collecting system is arranged on intelligent terminal, and decision analysis system is arranged on service end, described data acquisition
System and decision analysis system connected by communication it is characterised in that：Described data collecting system includes network and surveys
Die trial block and perception analysis module, described network test module includes device data acquisition, network signal collection, user's perception number
According to collection and environment information acquisition, described perception analysis module includes network environment analysis, signal interference analysis and signal intensity
Analysis；Described decision analysis system includes data analysiss and aid decision, and described aid decision includes user data service behavior
Analysis, data service flow package model and user's marketing assistant analysis.
Further, described data collecting system also includes acquisition mode, and described acquisition mode includes automatically initiating, on demand
Customization and actively initiation.
Further, described data collecting system is passed through to arrange virtual unit layer, supports the wireless communication of external standard agreement
Number sensor.
Further, described device data acquisition includes SIM certification, PEAP certification, and described network signal collection includes believing
Ratio of making an uproar is tested, signal strength test, and described user's perceptual signal collection includes FTP test, HTTP test, WEB test, PING survey
Examination, described environment information acquisition includes carrier network, roaming is tested, isolation test associates with AP.
Further, described data analysiss include three net relative analyses, client perception analysis, O＆M test analysis, network
Environmental analyses, index optimization system, user's sensor model, multiobiective decision optimum analysis and network performance active forewarning present.
Further, described perception analysis also include access delay analysis and problem feedback analysiss.
Further, described communication network is one of 2G, 3G, 4G and WIFI.
Further, described data collecting system also includes task download and drive test management.
Further, described decision analysis system also includes analysis mode, described analysis mode include mass data analysis,
Evaluation system analysis and experts database analysis.
Further, described intelligent terminal is mobile phone or panel computer.
As shown from the above technical solution, the mobile communications network user's perception analysis based on intelligent terminal of the present invention optimize
System has the advantages that：
The technology such as intelligent terminal, radio communication and business intelligence are combined by the present invention, using intelligent terminal to shifting
Dynamic communication network (2G/3G/WIFI/4G) business quality data carries out comprehensive collection, precisely represents the true sensory experience of user,
With Business intelligence, the data collecting is estimated, analyzes.
Therefore, the system intends the number by realizing all kinds of mobile communications network services using intelligent terminal development technique
According to collection and test, reproduce, with accurate, the whole experience that user uses data services network, thus to analysis any wireless network services
Quality, positioning problems and quick solve problem provide effective means.
Meanwhile, the system can be based on accurate subscriber data traffic sensing results, in conjunction with operator's practical business demand,
The network quality of the Technology design mobile network-oriented telecommunications data traffic such as integrated use experts database, artificial intelligence and mathematical statisticss
Assessment models and the data behavior model of accurate user (group), on the one hand the foundation of model can be given based on Multi-objective Decision Analysis
Go out to optimize direction and suggestion, provide scientific guidance for the network foundation planning construction of operator, network quality tuning, on the other hand
By being analyzed to personal behavior model, can with counting user use the traffic characteristic of network, characteristics of time interval, provincial characteristicss,
Application feature, social characteristic, are easy to the marketing department and are targetedly marketed, and the lifting marketing is in particular for data
The effect of business marketing.
Brief description
Fig. 1 is the structural representation of the present invention；
Fig. 2 is the technical schematic diagram of the data acquisition module of the present invention；
Fig. 3 is the structural representation of the decision analysis module of the present invention.
Specific embodiment
The present invention will be further described below in conjunction with the accompanying drawings：
As shown in Figure 1, Figure 2 and Figure 3, the mobile communications network user perception point based on intelligent terminal described in the present embodiment
Analysis optimization system adopts Client/Server framework, including data collecting system and decision analysis system.
As shown in Fig. 2 data collecting system be based on Android framework, and Android core is carried out depth customization open
Send out, develop wireless device drive module, wireless protocols in Linux inner core, Android run-time library and Android ccf layer
Parsing module, and android system is implanted by the JNI assembly of self-defined exploitation, code aspect connectivity application system layer with
Android core layer, effectively fills up disappearance in terms of wireless network data collection for the android system, and realizes extension support
Various external sensor equipment.
Data collecting system is supported to automatically initiate, on-demand customization, is actively initiated multiple modes of operation, supports point to survey, a drive test
Multiple test patterns, data acquisition range includes equipment base attribute, signal intensity, frequency, LAC/CI, AP associate, Web recognizes
Card, PEAP certification (movement proprietary), SIM certification, PING data, HTTP perception, FTP perception, audio frequency and video perception, roaming perception,
Isolation accesses, thus meeting the testing requirement of operator's different business, different target.
Data collecting system is passed through to be directed to tetra- cordless communication networks enforcement surveys of 2G/3G/WIFI/4G in same test point
Examination, additional location information obtains, and associates out the LAC/CI of BISSD, 2G/3G/4G service area and the adjacent area LAC/CI information of AP, from
And accurately judging the overlaying relation that designated area 2G/3G/WIFI/4G tetra- net covers, combing goes out the incidence number of different network formats
According to, be operator's later stage network optimization and dilatation development provide basis.
Described data collecting system, by carrying out depth customized development to Android core layer, designs in the terminal
" virtual unit layer ", by independent development wireless device drive module and wireless protocols parsing module, has access to from difference
Producer, the wireless signal sensors of all kinds of standard agreements of different agreement, such as hardware probe device, support many by USB, bluetooth
Plant standard agreement and drive working sensor, and gather the disparate networks signal data that chip for cell phone cannot obtain, so that system is possessed
Good extensionality and autgmentability.
Data collecting system system is arranged on intelligent terminal end, based on deeply grinding to network chip and interface protocol
Study carefully, realize base network device data, network signal data, business quality data and the comprehensive of user's perception data are adopted
Collection, covers 2G (GSM, CDMA1X), 3G (TD, WCDMA, CDMA2000), 4G (TD-LTE and FDD- of China mobile operator
) and WIFI (CMCC, Chinaunicom, ChinaNet) LTE.
Described data collecting system subsystem is based on Android platform, and carries out depth customized development to its core layer；
Linux kernel central layer development language adopts C, in accordance with C99 standard, meets AndroidLinux kernel programming specification；Android core
Storehouse and ccf layer development language adopt Java, it then follows JDK5.0 and above standard, meet JNI technical specification；Application layer develops language
Speech adopts Java, it then follows JDK5.0 and above standard, meets Android SDK 4.0 and above specification；
Described data collecting system also includes task and downloads and drive test management.It is to initiate customization by service end to appoint that task is downloaded
Business, network optimization operation maintenance personnel carries out the data acquisition of wireless network signal covering according to specified task.Drive test management is with geography
On the basis of spatial data longitude and latitude, the section that Usage data collection system is specified to service end, carry out wireless network signal covering
Data acquisition.
As shown in figure 3, described decision analysis system is deployed in service end, application experts database, artificial intelligence and mathematical statisticss,
Big data analysis multiple technologies means are simultaneously managed to mass data with reference to Multi-Objective Decision Theory method and analyze, and provide survey
Examination evaluation services, index optimization service and business and the service of user's sensing and optimizing.First, by the network institute having run
Carry out routinely with special project test data, processed accordingly, analyzed, sorted out, arranged and assessed, provide correlation survey
Examination assessment report.Secondly, on the basis of relevant rudimentary test data is accurately and effectively studied and judged, in network index being
The heart, set up respectively coverage evaluating system, Capacity Assessment system, frequency estimation system, traffic evaluation system, parameter evaluation system and
Signaling evaluation system.And it is directed to operator's real needs, configure the KPI (Key Performance Indicator) in each system, according to correlation
The level of significance of demand implements concrete analysis from dimensions such as the access of network, retentivity and integrity, to reach lifting net
Network performance indications, improve utilization rate of equipment and installations, improve network running quality.
Finally, excavate the network information further on the basis of test assessment data and index optimization data, set up user
Business model, behavior characteristicss analysis model, terminal capabilities model etc., are that mobile communication subscriber segments the analysis of colony and customization refers to
Lead, new business Performance Evaluation and sensing and optimizing, meticulous market marketing etc. provides and supports, and provides technology to prop up for customer management decision-making
Hold and reference frame.
Described decision analysis system data subsystem is based on B/S framework, and using JavaEE technology, programming language is Java,
Follow JavaEE5.0 and above standard；Operating system compatibility Windows, Linux and Unix etc.；Data base compatibility Oracle,
SQLServer and MySQL etc.；Middleware compatibility Weblogic, Websphere, Apusic, Jboss, Tomcat etc.；Big data
Process using open source projects such as Apache Hadoop；
The equipment end of the present embodiment and service end data communication meet following technical standard：Synchronous data communication adopts HTTP
POST technology, data form follows JSON specification；Asynchronous data communication adopts FTP data bag, and data packet format follows XML rule
Model；
The technical specification of the present embodiment：
A. meet the data acquisition no less than 12 kinds of mobile communications networks.Specifically include GSM, CDMA1X, TD, WCDMA,
CDMA2000, CMCC, Chinanet, Chinaunicom and TD-LTE, FDD-LTE etc.；
B. adapt to no less than the main flow cell-phone customer terminal of 6 brands and panel computer, including Samsung, HTC, association, Huawei,
In emerging, Semen setariae etc., support main flow Android phone chip (high pass, Lian Fake etc.)；
C. gathered data include but is not limited to equipment base attribute, signal intensity, frequency, LAC/CI, AP association,
Web authentication, PEAP certification (movement is proprietary), SIM certification, PING data, HTTP perception, FTP perception, audio frequency and video sense
Know, mail class data service perception, instant messaging class data service perception, roaming perception, isolation access etc.；
D. support to automatically initiate, on-demand customization, multiple modes of operation such as actively initiate, support point surveys, drive test, automatically test
Etc. multiple test patterns；
E. coverage evaluating system, Capacity Assessment system, frequency estimation system, traffic evaluation system, parameter evaluation body are set up
System
With signaling evaluation system, and realize the active forewarning mechanism based on KPI；
F. designing user business model, behavior characteristicss analysis model, terminal capabilities model, and provide no less than 10 kinds of data
Dig
Pick and analytic function；
G. intelligent terminal end program error number of times be less than 0.5%, hardware under normal circumstances, function average response time
<3 seconds；
H. the downtime of service end year is less than 2 days, network and hardware under normal circumstances, page mean open time<5 seconds,
Number
Meet millions according to capacity, support concurrently to access>100；
From the foregoing, it will be observed that the mobile communications network user's perception analysis optimization system based on intelligent terminal described in the present embodiment
System, optimizes system based on mobile communications network user's perception analysis that intelligent terminal is mobile phone or panel computer and sets intelligent terminal
Standby, radio communication and business intelligence multiple technologies combine, using intelligent terminal to mobile radio communication (2G/3G/WIFI/4G) industry
Business qualitative data carries out comprehensive collection, precisely represents the true sensory experience of user, with Business intelligence to collecting
Data is estimated, analyzes.
The present embodiment specifically has the beneficial effect that：
(1) novelty
A. technological innovation
Depth customized development is carried out to Android core layer, to fill up its techno-absence in data acquisition.Relatively
Typically：The collection to wireless apss signal-to-noise ratio data is not all supported in each version SDK of existing Android, and signal-to-noise ratio data
Exactly operator compares one of Network Quality Analysis index of care and (belongs to 11 standardization surveys of group of China Mobile regulation
Examination index)；Meanwhile, Android supports it is impossible to collect accurate, complete to the TD network of China's independent development nor well
The data in face.It is thus desirable to for the chip for cell phone of current main flow, driving mould in Android core layer independent development wireless device
Block and wireless protocols parsing module, meet the gamut to all kinds of mobile communications networks, high-precision data acquisition.Design is " empty
Intend mechanical floor ", extension external device accesses.Mobile phone and the communication of peripheral hardware mainly adopt USB, bluetooth and WIFI, realization side at present
Formula is divided into two classes：One class is to follow international standard protocol (as bluetooth earphone, wireless apss), is supported by mobile phone function；One
Class is to develop communication mastery routine (as USB connects computer) at peripheral hardware end, and mobile phone terminal installs customization customer end.And connect needed for this project
The wireless signal sensors equipment entering is various in style, from different manufacturers, does not have unified standard agreement, therefore above-mentioned two class skills
Art cannot solve, and needs independent development device drives and data communication module, meets the autgmentability of data acquisition subsystem.
B. application innovation
Realize data acquisition and the test of the service of all kinds of mobile communications networks by intelligent terminal, from traditional based on
The network optimization of network element aspect is changed to the quality of service aspect being perceived based on user.Operator supervises in network service quality at present
Survey and mainly adopt professional test instrument or the testing tool based on notebook computer with management domain, but what this kind of instrument was monitored
Data biases toward the signal data of basic network, and cannot intuitively reflect that user passes through intelligent terminal and uses network
Actual perceived is experienced.Therefore, this project is intended by realizing all kinds of mobile communications network clothes using intelligent terminal development technique
The data acquisition of business and test, accurately to reproduce the whole experience that user uses data services network, thus to problem analysis, determine
Position problem and quick solve problem provide effective means.This project can be based on accurate subscriber data traffic perception knot simultaneously
Really, in conjunction with operator's practical business demand, the Technology design such as integrated use experts database, artificial intelligence and mathematical statisticss is towards movement
The network quality assessment models of network communication data business and the data behavior model of accurate user (group), model set up one
Aspect can provide optimization direction and suggestion based on Multi-objective Decision Analysis, is network foundation planning construction, the network matter of operator
Amount tuning provides scientific guidance, on the other hand by being analyzed to personal behavior model, can use network with counting user
Traffic characteristic, characteristics of time interval, provincial characteristicss, application feature, social characteristic, are easy to the marketing department and are targetedly sought
Pin, the effect that the lifting marketing is marketed in particular for data service.
C. model innovation
Carry out cooperation with operator, using " custom-made mobile phone ", the mode such as " business customizing " by the data acquisition system of this project
System is built in the intelligent terminals such as mobile phone, on the premise of not increasing extra charge and bandwidth occupancy to user, with automatic
Initiation, random drive test isotype complete the collection of basic data, realize the operation target of " everybody is test man ", this pattern
The comprehensive and verity of the basic data collecting will be significantly larger than the modes such as the third party's drive test adopting at present.
Embodiment described above is only that the preferred embodiment of the present invention is described, the not model to the present invention
Enclose and be defined, on the premise of without departing from design spirit of the present invention, the technical side to the present invention for the those of ordinary skill in the art
Various modifications and improvement that case is made, all should fall within the scope of protection of the present invention.
Claims (10)
1. a kind of mobile communications network user's perception analysis based on intelligent terminal optimize system, including data collecting system with certainly
Plan analysis system, data collecting system is arranged on intelligent terminal, and decision analysis system is arranged on service end, described data acquisition system
System and decision analysis system connected by communication it is characterised in that：Described data collecting system includes network test
Module and perception analysis module, described network test module includes device data acquisition, network signal collection, user's perception data
Collection and environment information acquisition, described perception analysis module includes network environment analysis, signal interference analysis and signal intensity and divides
Analysis；Described decision analysis system includes data analysiss and aid decision, and described aid decision includes user data service behavior and divides
Analysis, data service flow package model and user's marketing assistant analysis.
2. the mobile communications network user's perception analysis based on intelligent terminal according to claim 1 optimize system, and it is special
Levy and be：Described data collecting system also includes acquisition mode, and described acquisition mode includes automatically initiating, on-demand customization and actively
Initiate.
3. the mobile communications network user's perception analysis based on intelligent terminal according to claim 2 optimize system, and it is special
Levy and be：Described data collecting system is passed through to arrange virtual unit layer, supports the wireless signal sensors of external standard agreement.
4. the mobile communications network user's perception analysis based on intelligent terminal according to claim 3 optimize system, and it is special
Levy and be：Described device data acquisition includes SIM certification, PEAP certification, and described network signal collection includes signal to noise ratio test, letter
Number strength test, described user's perceptual signal collection includes FTP test, HTTP test, WEB test, ping testing, described environment
Information gathering includes carrier network, roaming is tested, isolation test associates with AP.
5. the mobile communications network user's perception analysis based on intelligent terminal according to claim 4 optimize system, and it is special
Levy and be：Described data analysiss include three net relative analyses, client perception analysis, the analysis of O＆M test analysis, network environment, refer to
Mark optimization system, user's sensor model, multiobiective decision optimum analysis and network performance active forewarning present.
6. the mobile communications network user's perception analysis based on intelligent terminal according to claim 5 optimize system, and it is special
Levy and be：Described perception analysis also include access delay analysis and problem feedback analysiss.
7. the mobile communications network user's perception analysis based on intelligent terminal according to claim 6 optimize system, and it is special
Levy and be：Described communication network is one of 2G, 3G, 4G and WIFI.
8. the mobile communications network user's perception analysis based on intelligent terminal according to claim 7 optimize system, and it is special
Levy and be：Described data collecting system also includes task and downloads and drive test management.
9. the mobile communications network user's perception analysis based on intelligent terminal according to claim 8 optimize system, and it is special
Levy and be：Described decision analysis system also includes analysis mode, and described analysis mode includes mass data analysis, evaluation system is divided
Analysis and experts database analysis.
10. the mobile communications network user's perception analysis based on intelligent terminal according to claim 9 optimize system, and it is special
Levy and be：Described intelligent terminal is mobile phone or panel computer.
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